Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "320" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 62 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 60 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459878 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 1.605576 | 20.301821 | 1.072102 | 36.150626 | 0.359130 | 17.904179 | 46.468122 | 16.307077 | 0.6531 | 0.0506 | 0.4717 | nan | nan |
| 2459876 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 1.221382 | 19.720208 | 0.867249 | 34.168530 | 0.559692 | 43.992402 | 54.337710 | 9.291965 | 0.6818 | 0.0510 | 0.4613 | nan | nan |
| 2459875 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 0.457213 | 20.987583 | 0.984299 | 43.772031 | 0.537072 | 20.628234 | 21.664046 | 9.998331 | 0.6955 | 0.0487 | 0.4593 | nan | nan |
| 2459874 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 1.703825 | 29.834494 | 0.222137 | 23.005599 | 0.790623 | 27.418783 | 20.441798 | 6.432002 | 0.6840 | 0.0492 | 0.4725 | nan | nan |
| 2459873 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 1.890074 | 21.897233 | 0.110594 | 29.328501 | -0.312417 | 11.188588 | 16.363844 | 3.476002 | 0.6845 | 0.0506 | 0.5145 | nan | nan |
| 2459872 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 1.248293 | 19.589852 | 1.008485 | 37.418271 | 1.355172 | 31.424963 | 17.197343 | 4.190022 | 0.6785 | 0.0438 | 0.4457 | nan | nan |
| 2459871 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 0.109728 | 16.073192 | 0.684778 | 40.557685 | 1.137481 | 25.998911 | 10.972657 | 2.330488 | 0.6897 | 0.0467 | 0.4467 | nan | nan |
| 2459870 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 1.329662 | 26.901399 | 0.460460 | 31.000694 | 1.088177 | 17.898873 | 12.784129 | 5.949331 | 0.6912 | 0.0484 | 0.5240 | nan | nan |
| 2459869 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459868 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 1.832617 | 24.362345 | -0.817558 | 45.992757 | 0.062896 | 17.107899 | 18.235260 | 7.803036 | 0.6737 | 0.0471 | 0.5136 | nan | nan |
| 2459867 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 0.511850 | 17.529504 | -0.782988 | 36.331230 | 0.168525 | 9.908765 | 7.454743 | 4.375554 | 0.6894 | 0.0479 | 0.5323 | nan | nan |
| 2459866 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 0.987489 | 19.951147 | -0.605065 | 34.722352 | 0.528977 | 11.015616 | 5.444510 | 1.929721 | 0.6901 | 0.0525 | 0.5244 | nan | nan |
| 2459865 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 2.704637 | 21.853580 | -0.714130 | 41.022159 | 2.743257 | 24.001026 | 6.833051 | 13.299164 | 0.7087 | 0.0443 | 0.4627 | nan | nan |
| 2459864 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 1.433598 | 27.123694 | 1.493028 | 15.840314 | 0.661153 | 13.387538 | 12.777647 | 8.006930 | 0.6885 | 0.0440 | 0.5364 | nan | nan |
| 2459863 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 0.432183 | 16.334999 | -1.281461 | 5.211859 | -0.391145 | 5.120698 | 8.966690 | 3.590507 | 0.6809 | 0.0448 | 0.5209 | nan | nan |
| 2459862 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | -0.313192 | 16.884172 | 2.529786 | 17.989384 | 0.829702 | 18.975797 | 4.191294 | 2.664441 | 0.6668 | 0.0500 | 0.4945 | nan | nan |
| 2459861 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | -0.428195 | 12.628138 | -1.179744 | 5.571712 | -0.804413 | 3.243017 | 6.132795 | 3.140029 | 0.6940 | 0.0450 | 0.5048 | nan | nan |
| 2459860 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | -0.528966 | 14.085096 | 1.860575 | 15.656081 | 1.125515 | 21.616216 | 6.340744 | 2.492908 | 0.7045 | 0.0468 | 0.5454 | nan | nan |
| 2459859 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | -0.754460 | 12.040606 | -1.277099 | 6.118852 | -0.588622 | 2.786376 | 3.907855 | 1.550171 | 0.7107 | 0.0499 | 0.5441 | nan | nan |
| 2459858 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.483381 | 12.813503 | -1.294463 | 6.177185 | -0.685319 | 2.935350 | 5.781322 | 3.272262 | 0.7186 | 0.0477 | 0.5503 | 0.000000 | 0.000000 |
| 2459857 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 0.474695 | 5.951915 | -2.965944 | -3.249982 | 2.057773 | 3.566680 | 4.174981 | 8.523218 | 0.0305 | 0.0282 | 0.0014 | nan | nan |
| 2459856 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.009103 | 19.471644 | 2.003806 | 14.837315 | -0.530646 | 12.094133 | 6.604165 | 4.180240 | 0.7124 | 0.0496 | 0.5337 | 0.000000 | 0.000000 |
| 2459855 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.098504 | 19.006519 | 2.004322 | 14.663878 | -0.419896 | 4.287066 | 2.331877 | 1.832288 | 0.6930 | 0.0493 | 0.5451 | 0.000000 | 0.000000 |
| 2459854 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.137964 | 17.684428 | 2.470513 | 10.938471 | -0.584291 | 4.223881 | 3.757967 | 4.349277 | 0.7063 | 0.0513 | 0.5383 | 0.000000 | 0.000000 |
| 2459853 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459852 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.641621 | 14.764050 | 3.112027 | 17.304725 | 1.051735 | 19.840546 | 1.857551 | 16.476570 | 0.8212 | 0.0479 | 0.5028 | 0.000000 | 0.000000 |
| 2459851 | dish_maintenance | 100.00% | 0.00% | 90.23% | 0.00% | 100.00% | 0.00% | 0.394143 | 22.309221 | 4.106863 | 18.218397 | -0.482522 | 43.405665 | 2.661685 | 22.003773 | 0.7557 | 0.1043 | 0.4948 | 0.000000 | 0.000000 |
| 2459850 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.041715 | 19.937676 | 3.237290 | 14.832817 | 0.259306 | 19.800160 | 8.108668 | 17.476740 | 0.7357 | 0.0613 | 0.4946 | 0.000000 | 0.000000 |
| 2459849 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.254541 | 18.862471 | 7.900454 | 29.756772 | -0.538199 | 12.841394 | 8.728442 | 7.041331 | 0.7361 | 0.0515 | 0.4961 | 0.000000 | 0.000000 |
| 2459848 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.910720 | 16.781081 | 19.439071 | 18.491440 | 2.164987 | 21.731909 | 4.972151 | 4.672660 | 0.7274 | 0.0574 | 0.4992 | 0.000000 | 0.000000 |
| 2459847 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.622512 | 18.925617 | 18.222051 | 17.394076 | 0.209801 | 28.334560 | 2.210448 | 1.898931 | 0.7400 | 0.0454 | 0.5470 | 0.000000 | 0.000000 |
| 2459846 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.399930 | 28.736012 | 14.681595 | 23.129290 | 8.852422 | 20.882745 | 2.855991 | 5.061004 | 0.8416 | 0.0509 | 0.5884 | 0.000000 | 0.000000 |
| 2459845 | dish_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.278848 | 21.519765 | 24.573150 | 24.322225 | 1.040574 | 16.530195 | 4.093365 | 2.383987 | 0.7372 | 0.0643 | 0.5156 | 0.000000 | 0.000000 |
| 2459844 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 18.602305 | 13.975083 | 39.331096 | 28.048562 | 7.907506 | 6.809487 | 11.952320 | 11.717500 | 0.0305 | 0.0287 | 0.0012 | nan | nan |
| 2459843 | dish_maintenance | 100.00% | 0.66% | 100.00% | 0.00% | 100.00% | 0.00% | 8.750690 | 21.615303 | 18.734659 | 12.125550 | 5.260620 | 70.777975 | -0.972761 | 2.972083 | 0.7397 | 0.0645 | 0.5165 | 0.000000 | 0.000000 |
| 2459840 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 19.922576 | 12.099923 | 9.661790 | 11.131513 | 10.014946 | 5.205498 | 16.894751 | 7.444958 | 0.0294 | 0.0267 | 0.0020 | nan | nan |
| 2459839 | dish_maintenance | 100.00% | - | - | - | - | - | 4.273604 | 2.080477 | 35.453332 | 38.485489 | 3.005850 | 0.272824 | 21.182745 | 10.972835 | nan | nan | nan | nan | nan |
| 2459838 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.049697 | 21.044837 | 13.453161 | 14.193925 | 19.310221 | 29.318186 | 4.250961 | 2.581470 | 0.0546 | 0.0494 | 0.0035 | 0.000000 | 0.000000 |
| 2459836 | dish_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0319 | 0.0314 | -0.0007 | nan | nan |
| 2459835 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 1.809203 | 2.485317 | 5.512781 | 5.612899 | 1.408376 | 0.630311 | 4.783092 | 0.890248 | 0.0315 | 0.0308 | -0.0004 | nan | nan |
| 2459833 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 3.409127 | 5.307676 | 5.192991 | 5.769949 | 6.321976 | 4.961668 | 20.080945 | 10.883175 | 0.0289 | 0.0268 | 0.0011 | nan | nan |
| 2459832 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 40.521455 | 37.819743 | 16.563334 | 17.022129 | 13.558124 | 11.479568 | 6.056591 | 3.028863 | 0.0526 | 0.0482 | 0.0040 | 0.000000 | 0.000000 |
| 2459831 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 4.397279 | 1.989682 | 38.031361 | 41.184744 | 3.416423 | 0.763686 | 15.280353 | 6.907225 | 0.0285 | 0.0268 | 0.0010 | nan | nan |
| 2459830 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 40.749118 | 37.671712 | 24.241510 | 24.800267 | 39.605042 | 35.731994 | 11.798144 | 6.598216 | 0.0515 | 0.0478 | 0.0039 | 0.000000 | 0.000000 |
| 2459829 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 40.618095 | 37.978538 | 18.798716 | 19.234986 | 28.388504 | 31.744966 | 15.844092 | 9.663066 | 0.0545 | 0.0512 | 0.0030 | 0.000000 | 0.000000 |
| 2459828 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 33.644143 | 30.929179 | 22.002008 | 22.368681 | 36.476819 | 33.281689 | 21.216463 | 14.613437 | 0.0550 | 0.0503 | 0.0042 | 0.000000 | 0.000000 |
| 2459827 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 31.316608 | 28.967962 | 22.707354 | 23.382106 | 24.340498 | 25.886976 | 3.425152 | 1.456541 | 0.0511 | 0.0477 | 0.0027 | 0.000000 | 0.000000 |
| 2459826 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 30.902969 | 28.774777 | 27.530976 | 27.799440 | 48.764629 | 44.993157 | 14.395784 | 8.898971 | 0.0542 | 0.0498 | 0.0039 | 0.000000 | 0.000000 |
| 2459825 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459824 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.417876 | 21.124375 | 14.912926 | 15.397580 | 10.651618 | 19.007215 | 5.897067 | 3.507422 | 0.0474 | 0.0450 | 0.0021 | 0.000000 | 0.000000 |
| 2459823 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 28.629851 | 27.346143 | 34.489121 | 34.723886 | 34.752680 | 35.801407 | 37.835549 | 33.392610 | 0.0476 | 0.0446 | 0.0028 | 0.000000 | 0.000000 |
| 2459822 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 31.461591 | 29.478167 | 30.744058 | 31.081040 | 30.769652 | 29.399065 | 2.290995 | 1.088015 | 0.0536 | 0.0502 | 0.0034 | 0.000000 | 0.000000 |
| 2459821 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 364.943933 | 365.171203 | inf | inf | 658.697371 | 531.761392 | 1542.976773 | 1318.906591 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459820 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 30.724972 | 28.782640 | 23.378283 | 23.996722 | 65.734930 | 68.373150 | 9.841732 | 6.415667 | 0.0583 | 0.0552 | 0.0027 | 0.000000 | 0.000000 |
| 2459817 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 28.410356 | 27.820333 | 31.403790 | 31.520450 | 36.489218 | 36.432826 | 3.396072 | 2.544752 | 0.0599 | 0.0564 | 0.0004 | 0.000000 | 0.000000 |
| 2459816 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459815 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.033786 | 25.348053 | 34.119726 | 34.432579 | 47.798244 | 47.865286 | 17.179873 | 12.400096 | 0.0583 | 0.0549 | -0.0002 | 0.000000 | 0.000000 |
| 2459814 | dish_maintenance | 0.00% | - | - | - | - | - | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459813 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 39.404574 | 36.661803 | 20.018522 | 20.199058 | 83.363792 | 85.180498 | 16.202625 | 10.809717 | 0.0621 | 0.0574 | 0.0031 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Temporal Discontinuties | 46.468122 | 1.605576 | 20.301821 | 1.072102 | 36.150626 | 0.359130 | 17.904179 | 46.468122 | 16.307077 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Temporal Discontinuties | 54.337710 | 1.221382 | 19.720208 | 0.867249 | 34.168530 | 0.559692 | 43.992402 | 54.337710 | 9.291965 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Power | 43.772031 | 0.457213 | 20.987583 | 0.984299 | 43.772031 | 0.537072 | 20.628234 | 21.664046 | 9.998331 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Shape | 29.834494 | 1.703825 | 29.834494 | 0.222137 | 23.005599 | 0.790623 | 27.418783 | 20.441798 | 6.432002 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Power | 29.328501 | 1.890074 | 21.897233 | 0.110594 | 29.328501 | -0.312417 | 11.188588 | 16.363844 | 3.476002 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Power | 37.418271 | 19.589852 | 1.248293 | 37.418271 | 1.008485 | 31.424963 | 1.355172 | 4.190022 | 17.197343 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Power | 40.557685 | 16.073192 | 0.109728 | 40.557685 | 0.684778 | 25.998911 | 1.137481 | 2.330488 | 10.972657 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Power | 31.000694 | 1.329662 | 26.901399 | 0.460460 | 31.000694 | 1.088177 | 17.898873 | 12.784129 | 5.949331 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Power | 45.992757 | 1.832617 | 24.362345 | -0.817558 | 45.992757 | 0.062896 | 17.107899 | 18.235260 | 7.803036 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Power | 36.331230 | 0.511850 | 17.529504 | -0.782988 | 36.331230 | 0.168525 | 9.908765 | 7.454743 | 4.375554 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Power | 34.722352 | 19.951147 | 0.987489 | 34.722352 | -0.605065 | 11.015616 | 0.528977 | 1.929721 | 5.444510 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Power | 41.022159 | 2.704637 | 21.853580 | -0.714130 | 41.022159 | 2.743257 | 24.001026 | 6.833051 | 13.299164 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Shape | 27.123694 | 27.123694 | 1.433598 | 15.840314 | 1.493028 | 13.387538 | 0.661153 | 8.006930 | 12.777647 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Shape | 16.334999 | 0.432183 | 16.334999 | -1.281461 | 5.211859 | -0.391145 | 5.120698 | 8.966690 | 3.590507 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Temporal Variability | 18.975797 | -0.313192 | 16.884172 | 2.529786 | 17.989384 | 0.829702 | 18.975797 | 4.191294 | 2.664441 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Shape | 12.628138 | 12.628138 | -0.428195 | 5.571712 | -1.179744 | 3.243017 | -0.804413 | 3.140029 | 6.132795 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Temporal Variability | 21.616216 | -0.528966 | 14.085096 | 1.860575 | 15.656081 | 1.125515 | 21.616216 | 6.340744 | 2.492908 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Shape | 12.040606 | -0.754460 | 12.040606 | -1.277099 | 6.118852 | -0.588622 | 2.786376 | 3.907855 | 1.550171 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Shape | 12.813503 | 12.813503 | -0.483381 | 6.177185 | -1.294463 | 2.935350 | -0.685319 | 3.272262 | 5.781322 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Temporal Discontinuties | 8.523218 | 5.951915 | 0.474695 | -3.249982 | -2.965944 | 3.566680 | 2.057773 | 8.523218 | 4.174981 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Shape | 19.471644 | -0.009103 | 19.471644 | 2.003806 | 14.837315 | -0.530646 | 12.094133 | 6.604165 | 4.180240 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Shape | 19.006519 | 19.006519 | 0.098504 | 14.663878 | 2.004322 | 4.287066 | -0.419896 | 1.832288 | 2.331877 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Shape | 17.684428 | 17.684428 | -0.137964 | 10.938471 | 2.470513 | 4.223881 | -0.584291 | 4.349277 | 3.757967 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Temporal Variability | 19.840546 | 0.641621 | 14.764050 | 3.112027 | 17.304725 | 1.051735 | 19.840546 | 1.857551 | 16.476570 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Temporal Variability | 43.405665 | 0.394143 | 22.309221 | 4.106863 | 18.218397 | -0.482522 | 43.405665 | 2.661685 | 22.003773 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Shape | 19.937676 | -0.041715 | 19.937676 | 3.237290 | 14.832817 | 0.259306 | 19.800160 | 8.108668 | 17.476740 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Power | 29.756772 | 0.254541 | 18.862471 | 7.900454 | 29.756772 | -0.538199 | 12.841394 | 8.728442 | 7.041331 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Temporal Variability | 21.731909 | 16.781081 | 0.910720 | 18.491440 | 19.439071 | 21.731909 | 2.164987 | 4.672660 | 4.972151 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Temporal Variability | 28.334560 | 18.925617 | 0.622512 | 17.394076 | 18.222051 | 28.334560 | 0.209801 | 1.898931 | 2.210448 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Shape | 28.736012 | 7.399930 | 28.736012 | 14.681595 | 23.129290 | 8.852422 | 20.882745 | 2.855991 | 5.061004 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Power | 24.573150 | 21.519765 | 2.278848 | 24.322225 | 24.573150 | 16.530195 | 1.040574 | 2.383987 | 4.093365 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Power | 39.331096 | 18.602305 | 13.975083 | 39.331096 | 28.048562 | 7.907506 | 6.809487 | 11.952320 | 11.717500 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Temporal Variability | 70.777975 | 21.615303 | 8.750690 | 12.125550 | 18.734659 | 70.777975 | 5.260620 | 2.972083 | -0.972761 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Shape | 19.922576 | 19.922576 | 12.099923 | 9.661790 | 11.131513 | 10.014946 | 5.205498 | 16.894751 | 7.444958 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Power | 38.485489 | 2.080477 | 4.273604 | 38.485489 | 35.453332 | 0.272824 | 3.005850 | 10.972835 | 21.182745 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Temporal Variability | 29.318186 | 21.044837 | 23.049697 | 14.193925 | 13.453161 | 29.318186 | 19.310221 | 2.581470 | 4.250961 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Power | 5.612899 | 2.485317 | 1.809203 | 5.612899 | 5.512781 | 0.630311 | 1.408376 | 0.890248 | 4.783092 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Temporal Discontinuties | 20.080945 | 5.307676 | 3.409127 | 5.769949 | 5.192991 | 4.961668 | 6.321976 | 10.883175 | 20.080945 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Shape | 40.521455 | 40.521455 | 37.819743 | 16.563334 | 17.022129 | 13.558124 | 11.479568 | 6.056591 | 3.028863 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Power | 41.184744 | 4.397279 | 1.989682 | 38.031361 | 41.184744 | 3.416423 | 0.763686 | 15.280353 | 6.907225 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Shape | 40.749118 | 40.749118 | 37.671712 | 24.241510 | 24.800267 | 39.605042 | 35.731994 | 11.798144 | 6.598216 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Shape | 40.618095 | 37.978538 | 40.618095 | 19.234986 | 18.798716 | 31.744966 | 28.388504 | 9.663066 | 15.844092 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Temporal Variability | 36.476819 | 30.929179 | 33.644143 | 22.368681 | 22.002008 | 33.281689 | 36.476819 | 14.613437 | 21.216463 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Shape | 31.316608 | 31.316608 | 28.967962 | 22.707354 | 23.382106 | 24.340498 | 25.886976 | 3.425152 | 1.456541 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Temporal Variability | 48.764629 | 28.774777 | 30.902969 | 27.799440 | 27.530976 | 44.993157 | 48.764629 | 8.898971 | 14.395784 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Shape | 21.417876 | 21.417876 | 21.124375 | 14.912926 | 15.397580 | 10.651618 | 19.007215 | 5.897067 | 3.507422 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Temporal Discontinuties | 37.835549 | 27.346143 | 28.629851 | 34.723886 | 34.489121 | 35.801407 | 34.752680 | 33.392610 | 37.835549 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Shape | 31.461591 | 31.461591 | 29.478167 | 30.744058 | 31.081040 | 30.769652 | 29.399065 | 2.290995 | 1.088015 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Power | inf | 365.171203 | 364.943933 | inf | inf | 531.761392 | 658.697371 | 1318.906591 | 1542.976773 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Temporal Variability | 68.373150 | 30.724972 | 28.782640 | 23.378283 | 23.996722 | 65.734930 | 68.373150 | 9.841732 | 6.415667 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | ee Temporal Variability | 36.489218 | 28.410356 | 27.820333 | 31.403790 | 31.520450 | 36.489218 | 36.432826 | 3.396072 | 2.544752 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Temporal Variability | 47.865286 | 25.348053 | 26.033786 | 34.432579 | 34.119726 | 47.865286 | 47.798244 | 12.400096 | 17.179873 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 320 | N03 | dish_maintenance | nn Temporal Variability | 85.180498 | 36.661803 | 39.404574 | 20.199058 | 20.018522 | 85.180498 | 83.363792 | 10.809717 | 16.202625 |